Another Way to Say Based On: 30+ Alternatives & Examples

Why Finding Another Way to Say "Based On" Elevates Your Writing

The phrase "based on" is an indispensable workhorse of the English language. In corporate boardrooms, academic dissertations, legal briefs, and journalism, it serves as the universal connective tissue linking an assertion to its supporting evidence: "Based on our Q3 sales data, we recommend expanding into European markets."

However, relying on "based on" across every paragraph produces two severe editorial vulnerabilities:

1. Cognitive Monotony: Repeating "based on" three or four times in a single executive summary dilutes its analytical impact, signaling a limited vocabulary and repetitive sentence structure.

2. The "Dangling Participle" Trap: Most business writers do not realize that "based on" is strictly an adjectival participle phrase. When placed at the beginning of a sentence to modify a verb, it frequently creates a grammatical error known as a dangling modifier.

By expanding your vocabulary with context-specific alternatives—such as grounded in, premised upon, derived from, pursuant to, and informed by—you inject precision, intellectual rigor, and stylistic elegance into your writing.

The Grammar Rule Most Writers Miss: The "Dangling Modifier" Dilemma

To master alternatives to "based on", you must first understand the strict grammatical rule governing the phrase. Traditional style manuals—including The Chicago Manual of Style, The AP Stylebook, and Bryan Garner’s Modern English Usage—emphasize that "based on" must modify a noun, never an action verb.

The Common Grammatical Error

Consider this typical corporate sentence:

Why is this technically incorrect? The introductory phrase "Based on our market research" is an adjectival modifier. Grammatically, it attaches to the subject of the main clause: "we". But we (the executive team) are not "based on market research"—our decision was!

How Prescriptive Grammar Resolves It

To satisfy strict editorial and legal standards, you have two options:

1. Ensure "based on" modifies the correct noun: "Our decision was based on market research." (Here, "based on" correctly modifies the noun decision).

2. Use an adverbial prepositional phrase: "On the basis of our market research, we decided to terminate the product line." (Here, "on the basis of" properly modifies the verb decided).

Fortunately, using rich alternative phrases—such as "drawing upon", "informed by", or "relying on"—allows you to start sentences with full grammatical correctness without awkward syntactic gymnastics.

Category 1: Empirical Data, Research & Analytics (10 Alternatives)

When presenting data science models, quantitative surveys, financial balance sheets, or laboratory research, replace "based on" with phrases that emphasize analytical rigor:

1. Grounded in: Emphasizes that an argument rests upon an unshakeable foundation of empirical truth. Example: "Our multi-year revenue projections are firmly grounded in historical cohort retention telemetry."

2. Informed by: Suggests thoughtful, multidimensional synthesis rather than rigid mechanical dependency. Example: "The new product roadmap was heavily informed by six months of ethnographic customer interviews."

3. Derived from: Best used when quantitative metrics or conclusions are calculated directly from raw source data. Example: "The customer churn forecast is derived from machine learning models analyzing daily active platform usage."

4. Anchored in: Conveys stability and resilience against volatile market shifts. Example: "The firm’s risk management protocol is anchored in stress-tested liquidity parameters."

5. Drawn from / Drawing upon: Highlights the deliberate extraction of insights from an expansive archive or corpus. Example: "Drawing upon two decades of longitudinal enterprise data, the study identifies three predictors of transformation failure."

6. Substantiated by: Excellent when asserting an executive claim that has been independently verified. Example: "The thesis that remote workflows improve engineering output is substantiated by internal sprint completion velocity."

7. Corroborated by: Conveys mutual confirmation across multiple independent data streams. Example: "Our findings regarding customer disloyalty are corroborated by Net Promoter Score trends and third-party industry benchmarks."

8. Reflecting: Demonstrates that a strategic decision mirrors actual market dynamics. Example: "Our revised software pricing tiers are directly reflecting shifting enterprise procurement priorities."

9. Rooted in: Best for core corporate values, foundational operational principles, or cultural tenets. Example: "Our customer success ethos is deeply rooted in proactive responsiveness and radical empathy."

10. Extrapolated from: Indicates mathematical projection from known data points to unknown future periods. Example: "The five-year growth target is extrapolated from our trailing eighteen-month sales trajectory."

Category 2: Legal Precedent, Regulatory Frameworks & Compliance (8 Alternatives)

In legal drafting, Master Services Agreements, compliance policies, and governance charters, precision is paramount. Use these recognized statutory terms:

11. Pursuant to: The standard legal formulation indicating strict compliance with an existing statute, contract clause, or judicial order. Example: "Pursuant to Section 12.4 of the Master Services Agreement, the vendor submitted its annual security audit."

12. In accordance with: Ideal for operational adherence to established standards or regulatory guidelines. Example: "All cross-border data transfers were executed in accordance with European GDPR and Swiss nFADP statutory mandates."

13. In alignment with: Excellent for strategic corporate governance and ESG frameworks. Example: "Our net-zero emissions transition plan is crafted in alignment with the Science Based Targets initiative (SBTi)."

14. Guided by: Conveys deference to established ethical, executive, or institutional compasses. Example: "Our internal investigation was guided by the highest standards of corporate fiduciary responsibility."

15. Under the provisions of: Directly references specific contractual articles or legislative acts. Example: "Under the provisions of the Delaware General Corporation Law, the board approved the proposed statutory merger."

16. In conformance with: Frequently applied in technical engineering, manufacturing tolerances, and ISO audits. Example: "The manufacturing facility operates in conformance with ISO 9001 quality management protocols."

17. Consistent with: Demonstrates that a new action or policy does not contradict historical precedent. Example: "The executive compensation adjustments are consistent with historical peer benchmarks in the SaaS sector."

18. By virtue of: Indicates that authority or rights exist because of a legal status or official mandate. Example: "By virtue of the authority vested in the audit committee, an independent forensic inquiry was authorized."

Category 3: Strategic Hypotheses, Assumptions & Conditions (6 Alternatives)

In corporate strategy, financial forecasting, and scenario planning, decisions are often made under conditions of uncertainty. Use these phrases when an outcome depends upon key premises:

19. Premised upon: Indicates that an entire strategic argument or business case collapses if the foundational premise proves false. Example: "The expansion strategy is premised upon securing low-cost debt financing prior to Q4."

20. Contingent on / Contingent upon: Highlights conditional dependency where action depends on a specific prerequisite. Example: "Closing the acquisition remains strictly contingent on antitrust regulatory clearance from the FTC."

21. Predicated on: Similar to premised upon, highlighting a foundational assumption required for success. Example: "Our hiring roadmap is predicated on achieving $10 million in Annual Recurring Revenue by year-end."

22. Hinged on / Hinging upon: Dramatically emphasizes the pivotal linchpin upon which everything turns. Example: "The success of the digital transformation hinges upon breaking down operational silos across engineering and product."

23. Conditioned upon: Standard contractual language for legal requirements. Example: "The release of escrow funds is strictly conditioned upon the satisfactory completion of the environmental site audit."

24. Assuming: Direct, transparent, and uncluttered phrasing for scenario models. Example: "Assuming a conservative 15% customer churn rate, the investment still generates a defensible internal rate of return (IRR)."

Category 4: Creative Inspiration, Adaptation & Influence (6 Alternatives)

When describing creative concepts, branding campaigns, software architecture patterns, or intellectual derivation:

25. Inspired by: Acknowledges external artistic or conceptual influence without implying direct copying. Example: "Our minimalist user interface design was inspired by mid-century Swiss typography and editorial discipline."

26. Modeled after / Modeled on: Indicates that an organizational structure or framework was deliberately engineered to replicate a successful archetype. Example: "Our internal customer success organization is modeled after Salesforce’s early enterprise playbook."

27. Adapted from: Conveys that an existing methodology was customized for a new domain. Example: "The training curriculum was adapted from Harvard Business School case study methodologies."

28. Patterned on / Patterned after: Highlights recurring architectural or procedural design similarities. Example: "Our automated CI/CD deployment pipeline was patterned after Google’s Site Reliability Engineering (SRE) frameworks."

29. Influenced by: Broad, diplomatic acknowledgment of external factors shaping thought. Example: "Our investment committee’s approach was heavily influenced by Warren Buffett’s economic moat principles."

30. Taking cues from: A slightly more conversational, contemporary phrase for modern brand commentary. Example: "The enterprise software startup redesigned its customer onboarding experience, taking cues from top consumer mobile applications."

The Master Substitution Matrix: 30+ Synonyms at a Glance

Use this quick-reference matrix to select the ideal replacement for "based on" across varying levels of formality and context:

Before & After: Real-World Executive Sentence Transformations

Examine how replacing "based on" dramatically enhances the authority, clarity, and sophistication of corporate text:

Transformation 1: Quarterly Business Review (QBR)

Transformation 2: Risk Management & Contract Negotiation

Transformation 3: Strategic Planning & Pitch Decks

Transformation 4: Customer Experience Transformation

Editorial Protocol: When "Based On" Is Still Acceptable

While diversifying your vocabulary is vital, it is important not to eliminate "based on" entirely out of misguided stylistic anxiety. "Based on" remains perfectly natural and acceptable in two scenarios:

1. When Functioning as a Predicate Adjective: When preceded directly by a linking verb (is, was, are, were): "The financial forecast is based on conservative assumptions." This is clean, idiomatic English.

2. When Directly Modifying a Preceding Noun: "We created a strategy based on customer research." (Here, "based on" immediately follows and modifies the noun strategy).

The goal of professional writing is not linguistic pedantry or artificial complexity. It is semantic precision: selecting the exact word that communicates your thought with absolute clarity, unshakeable authority, and effortless elegance.